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@andersy005
Created August 26, 2020 21:04
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import numpy as np\n",
"import cftime"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
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"</svg>\n",
"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
" *\n",
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":root {\n",
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".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
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".xr-header > div,\n",
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".xr-sections {\n",
" padding-left: 0 !important;\n",
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".xr-section-item {\n",
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".xr-section-item input {\n",
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".xr-section-item input + label {\n",
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".xr-section-item input:enabled + label {\n",
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".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
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" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
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"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
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"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
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"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
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".xr-var-dims {\n",
" grid-column: 2;\n",
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".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
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"\n",
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" grid-column: 4;\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
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" z-index: 1;\n",
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"\n",
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".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
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"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
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"\n",
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"\n",
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"\n",
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"\n",
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" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
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"\n",
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 4015, lat: 2, lon: 2)&gt;\n",
"array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00 ... 2020-12-31 00:00:00\n",
"Dimensions without coordinates: lat, lon</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 4015</li><li><span>lat</span>: 2</li><li><span>lon</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-812e190a-1e03-4da4-a94d-813296607922' class='xr-array-in' type='checkbox' checked><label for='section-812e190a-1e03-4da4-a94d-813296607922' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 2 3 4 5 6 7 8 ... 16052 16053 16054 16055 16056 16057 16058 16059</span></div><div class='xr-array-data'><pre>array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])</pre></div></div></li><li class='xr-section-item'><input id='section-1618a551-1ee5-45d2-be42-d36ea48d9a64' class='xr-section-summary-in' type='checkbox' checked><label for='section-1618a551-1ee5-45d2-be42-d36ea48d9a64' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2010-01-01 00:00:00 ... 2020-12-...</div><input id='attrs-f860532f-abae-4451-a945-b49b39d00db1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f860532f-abae-4451-a945-b49b39d00db1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8476398-3ee6-4ea4-9fdb-a92a0d7cac84' class='xr-var-data-in' type='checkbox'><label for='data-f8476398-3ee6-4ea4-9fdb-a92a0d7cac84' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(2010, 1, 1, 0, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(2010, 1, 2, 0, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(2010, 1, 3, 0, 0, 0, 0), ...,\n",
" cftime.DatetimeNoLeap(2020, 12, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(2020, 12, 30, 0, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(2020, 12, 31, 0, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-07cace9d-193d-4415-83a6-11760a7fddf5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-07cace9d-193d-4415-83a6-11760a7fddf5' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (time: 4015, lat: 2, lon: 2)>\n",
"array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00 ... 2020-12-31 00:00:00\n",
"Dimensions without coordinates: lat, lon"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"start = '2010-01-01'\n",
"end = '2020-12-31'\n",
"\n",
"# Create noleap datarray\n",
"times = xr.cftime_range(start=start, end=end, freq='D', calendar='noleap')\n",
"data = xr.DataArray(np.arange(times.size * 4).reshape(times.size, 2, 2) ,dims=['time', 'lat', 'lon'], coords={'time': times})\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
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" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
" --xr-background-color: var(--jp-layout-color0, white);\n",
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
"}\n",
"\n",
"html[theme=dark],\n",
"body.vscode-dark {\n",
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
" --xr-border-color: #1F1F1F;\n",
" --xr-disabled-color: #515151;\n",
" --xr-background-color: #111111;\n",
" --xr-background-color-row-even: #111111;\n",
" --xr-background-color-row-odd: #313131;\n",
"}\n",
"\n",
".xr-wrap {\n",
" display: block;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt, dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 4018)&gt;\n",
"array([cftime.DatetimeGregorian(2010, 1, 1, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 2, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 3, 0, 0, 0, 0), ...,\n",
" cftime.DatetimeGregorian(2020, 12, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 30, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 31, 0, 0, 0, 0)], dtype=object)\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00 ... 2020-12-31 00:00:00</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 4018</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1f79ca62-9b9f-49d1-b5f1-edf0e3f6ad4e' class='xr-array-in' type='checkbox' checked><label for='section-1f79ca62-9b9f-49d1-b5f1-edf0e3f6ad4e' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2010-01-01 00:00:00 2010-01-02 00:00:00 ... 2020-12-31 00:00:00</span></div><div class='xr-array-data'><pre>array([cftime.DatetimeGregorian(2010, 1, 1, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 2, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 3, 0, 0, 0, 0), ...,\n",
" cftime.DatetimeGregorian(2020, 12, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 30, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 31, 0, 0, 0, 0)], dtype=object)</pre></div></div></li><li class='xr-section-item'><input id='section-6451e3ee-d556-4ead-b535-c654729f5cef' class='xr-section-summary-in' type='checkbox' checked><label for='section-6451e3ee-d556-4ead-b535-c654729f5cef' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2010-01-01 00:00:00 ... 2020-12-...</div><input id='attrs-691a0402-bede-42d8-b79f-aae536ca1f97' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-691a0402-bede-42d8-b79f-aae536ca1f97' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fdbc5244-b5c4-4388-aa6f-8067d9e12bec' class='xr-var-data-in' type='checkbox'><label for='data-fdbc5244-b5c4-4388-aa6f-8067d9e12bec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeGregorian(2010, 1, 1, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 2, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 3, 0, 0, 0, 0), ...,\n",
" cftime.DatetimeGregorian(2020, 12, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 30, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 31, 0, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cfd4fff3-bd73-4156-b6e4-76f41e8f6425' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cfd4fff3-bd73-4156-b6e4-76f41e8f6425' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (time: 4018)>\n",
"array([cftime.DatetimeGregorian(2010, 1, 1, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 2, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 3, 0, 0, 0, 0), ...,\n",
" cftime.DatetimeGregorian(2020, 12, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 30, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 31, 0, 0, 0, 0)], dtype=object)\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00 ... 2020-12-31 00:00:00"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"times_2 = xr.DataArray(xr.cftime_range(start=start, end=end, freq='D'),dims=['time'])\n",
"times_2"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"cond = (times_2.time.dt.month == 2) & (times_2.time.dt.day == 29)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
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"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
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"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
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"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
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" margin: 0;\n",
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"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
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"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
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"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
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"\n",
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" font-weight: bold;\n",
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"\n",
".xr-var-list,\n",
".xr-var-item {\n",
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"\n",
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".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
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"\n",
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" padding-right: 5px;\n",
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"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
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".xr-var-dims:hover,\n",
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"\n",
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".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
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"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
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"\n",
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" float: right;\n",
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"\n",
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".xr-var-data,\n",
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" padding-left: 25px !important;\n",
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"\n",
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" grid-column: 1 / -1;\n",
"}\n",
"\n",
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"\n",
".xr-attrs dt, dd {\n",
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"\n",
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"\n",
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" padding-right: 10px;\n",
"}\n",
"\n",
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" grid-column: 2;\n",
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"\n",
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".xr-icon-file-text2 {\n",
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" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 3)&gt;\n",
"array([cftime.DatetimeGregorian(2012, 2, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2016, 2, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 2, 29, 0, 0, 0, 0)], dtype=object)\n",
"Coordinates:\n",
" * time (time) object 2012-02-29 00:00:00 ... 2020-02-29 00:00:00</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 3</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-97bf2d1b-4070-477c-a926-cc8be9cdf789' class='xr-array-in' type='checkbox' checked><label for='section-97bf2d1b-4070-477c-a926-cc8be9cdf789' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2012-02-29 00:00:00 2016-02-29 00:00:00 2020-02-29 00:00:00</span></div><div class='xr-array-data'><pre>array([cftime.DatetimeGregorian(2012, 2, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2016, 2, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 2, 29, 0, 0, 0, 0)], dtype=object)</pre></div></div></li><li class='xr-section-item'><input id='section-70404420-d3f9-44fa-a462-ad29b2888b6e' class='xr-section-summary-in' type='checkbox' checked><label for='section-70404420-d3f9-44fa-a462-ad29b2888b6e' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2012-02-29 00:00:00 ... 2020-02-...</div><input id='attrs-611d0a45-f749-4c53-8ba4-c9d6d2193433' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-611d0a45-f749-4c53-8ba4-c9d6d2193433' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52911906-240a-4484-8afc-72a6d08f2b5d' class='xr-var-data-in' type='checkbox'><label for='data-52911906-240a-4484-8afc-72a6d08f2b5d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeGregorian(2012, 2, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2016, 2, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 2, 29, 0, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0e5906fb-bcb6-49da-9297-6533e5aebf2d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0e5906fb-bcb6-49da-9297-6533e5aebf2d' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (time: 3)>\n",
"array([cftime.DatetimeGregorian(2012, 2, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2016, 2, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 2, 29, 0, 0, 0, 0)], dtype=object)\n",
"Coordinates:\n",
" * time (time) object 2012-02-29 00:00:00 ... 2020-02-29 00:00:00"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"leap_days = times_2.where(cond, drop=True)\n",
"leap_days"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def convert(time_obj):\n",
" converted = cftime.DatetimeGregorian(year=time_obj.year, month=time_obj.month, day=time_obj.day)\n",
" return converted\n",
"\n",
"\n",
"times_greg = [convert(time_obj) for time_obj in data.time.data]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"data[\"time\"] = times_greg"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 4015, lat: 2, lon: 2)&gt;\n",
"array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00 ... 2020-12-31 00:00:00\n",
"Dimensions without coordinates: lat, lon</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 4015</li><li><span>lat</span>: 2</li><li><span>lon</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-424097e9-3e99-4493-8d11-4f66868ea0c9' class='xr-array-in' type='checkbox' checked><label for='section-424097e9-3e99-4493-8d11-4f66868ea0c9' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 2 3 4 5 6 7 8 ... 16052 16053 16054 16055 16056 16057 16058 16059</span></div><div class='xr-array-data'><pre>array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])</pre></div></div></li><li class='xr-section-item'><input id='section-71976042-9e7c-45cc-b338-b1e38906f793' class='xr-section-summary-in' type='checkbox' checked><label for='section-71976042-9e7c-45cc-b338-b1e38906f793' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2010-01-01 00:00:00 ... 2020-12-...</div><input id='attrs-ab9c3f95-8aa1-4c12-8347-5b3fbdcc2992' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ab9c3f95-8aa1-4c12-8347-5b3fbdcc2992' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5793c706-8926-4a72-843f-34f98b3ffe1c' class='xr-var-data-in' type='checkbox'><label for='data-5793c706-8926-4a72-843f-34f98b3ffe1c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeGregorian(2010, 1, 1, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 2, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 3, 0, 0, 0, 0), ...,\n",
" cftime.DatetimeGregorian(2020, 12, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 30, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 31, 0, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-43dd3f4f-7ee7-457f-9ec1-0dceba5ffa43' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-43dd3f4f-7ee7-457f-9ec1-0dceba5ffa43' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (time: 4015, lat: 2, lon: 2)>\n",
"array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00 ... 2020-12-31 00:00:00\n",
"Dimensions without coordinates: lat, lon"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"</defs>\n",
"</svg>\n",
"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
" *\n",
" */\n",
"\n",
":root {\n",
" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
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" --xr-background-color: var(--jp-layout-color0, white);\n",
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
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"}\n",
"\n",
"html[theme=dark],\n",
"body.vscode-dark {\n",
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
" --xr-border-color: #1F1F1F;\n",
" --xr-disabled-color: #515151;\n",
" --xr-background-color: #111111;\n",
" --xr-background-color-row-even: #111111;\n",
" --xr-background-color-row-odd: #313131;\n",
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"\n",
".xr-wrap {\n",
" display: block;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt, dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 1, lat: 2, lon: 2)&gt;\n",
"array([[[0, 1],\n",
" [2, 3]]])\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00\n",
"Dimensions without coordinates: lat, lon</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1</li><li><span>lat</span>: 2</li><li><span>lon</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f34241ef-ce03-4e1d-9fba-f1646fce66b0' class='xr-array-in' type='checkbox' checked><label for='section-f34241ef-ce03-4e1d-9fba-f1646fce66b0' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 2 3</span></div><div class='xr-array-data'><pre>array([[[0, 1],\n",
" [2, 3]]])</pre></div></div></li><li class='xr-section-item'><input id='section-25be30b0-8f3a-47b5-9d57-e0d2e75c349e' class='xr-section-summary-in' type='checkbox' checked><label for='section-25be30b0-8f3a-47b5-9d57-e0d2e75c349e' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2010-01-01 00:00:00</div><input id='attrs-ab93062c-ca76-44a6-9b24-a76f92a8efc4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ab93062c-ca76-44a6-9b24-a76f92a8efc4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ff4e273-409e-4b12-b5f5-5fd86a7f6f77' class='xr-var-data-in' type='checkbox'><label for='data-5ff4e273-409e-4b12-b5f5-5fd86a7f6f77' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeGregorian(2010, 1, 1, 0, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b5f51a0c-c1fd-4d50-b81a-3a8326b817ec' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b5f51a0c-c1fd-4d50-b81a-3a8326b817ec' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (time: 1, lat: 2, lon: 2)>\n",
"array([[[0, 1],\n",
" [2, 3]]])\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00\n",
"Dimensions without coordinates: lat, lon"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"one_time_step = data.isel(time=slice(0, 1))\n",
"one_time_step"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"x = []\n",
"for leap_day in leap_days:\n",
" d = xr.full_like(one_time_step,fill_value=np.nan)\n",
" d = d.assign_coords(time=[leap_day.data])\n",
" x.append(d)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 1, lat: 2, lon: 2)&gt;\n",
"array([[[-9223372036854775808, -9223372036854775808],\n",
" [-9223372036854775808, -9223372036854775808]]])\n",
"Coordinates:\n",
" * time (time) object 2012-02-29 00:00:00\n",
"Dimensions without coordinates: lat, lon</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1</li><li><span>lat</span>: 2</li><li><span>lon</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-4419ee68-bb6f-4ab3-8389-7c80ab2ea649' class='xr-array-in' type='checkbox' checked><label for='section-4419ee68-bb6f-4ab3-8389-7c80ab2ea649' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-9223372036854775808 -9223372036854775808 ... -9223372036854775808</span></div><div class='xr-array-data'><pre>array([[[-9223372036854775808, -9223372036854775808],\n",
" [-9223372036854775808, -9223372036854775808]]])</pre></div></div></li><li class='xr-section-item'><input id='section-a2b7c7ed-6bd0-436f-9091-29c233334cdb' class='xr-section-summary-in' type='checkbox' checked><label for='section-a2b7c7ed-6bd0-436f-9091-29c233334cdb' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2012-02-29 00:00:00</div><input id='attrs-ebc60a32-0cfc-48e4-b664-c4d0f0890d11' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ebc60a32-0cfc-48e4-b664-c4d0f0890d11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-953f02c7-8e17-4388-b028-1442f8c7da15' class='xr-var-data-in' type='checkbox'><label for='data-953f02c7-8e17-4388-b028-1442f8c7da15' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([array(cftime.DatetimeGregorian(2012, 2, 29, 0, 0, 0, 0), dtype=object)],\n",
" dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bbdbeb5b-7f9c-49e1-9283-ca6a34272d04' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bbdbeb5b-7f9c-49e1-9283-ca6a34272d04' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
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},
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{
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"\n",
".xr-section-item {\n",
" display: contents;\n",
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"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
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"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
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"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
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"\n",
".xr-section-summary-in:checked + label > span {\n",
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".xr-section-summary,\n",
".xr-section-inline-details {\n",
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"\n",
".xr-section-inline-details {\n",
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"\n",
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"\n",
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"\n",
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" grid-column: 1;\n",
" vertical-align: top;\n",
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"\n",
".xr-preview {\n",
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"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
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"\n",
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".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
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"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
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" display: inline-block;\n",
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"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
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"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
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"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
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"\n",
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" grid-column: 4;\n",
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"\n",
".xr-var-name,\n",
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".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
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"\n",
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".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
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".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt, dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
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" stroke-width: 0;\n",
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" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 1, lat: 2, lon: 2)&gt;\n",
"array([[[-9223372036854775808, -9223372036854775808],\n",
" [-9223372036854775808, -9223372036854775808]]])\n",
"Coordinates:\n",
" * time (time) object 2016-02-29 00:00:00\n",
"Dimensions without coordinates: lat, lon</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1</li><li><span>lat</span>: 2</li><li><span>lon</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b2b13c34-7925-43f6-aa9b-f1bfd3e318c9' class='xr-array-in' type='checkbox' checked><label for='section-b2b13c34-7925-43f6-aa9b-f1bfd3e318c9' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-9223372036854775808 -9223372036854775808 ... -9223372036854775808</span></div><div class='xr-array-data'><pre>array([[[-9223372036854775808, -9223372036854775808],\n",
" [-9223372036854775808, -9223372036854775808]]])</pre></div></div></li><li class='xr-section-item'><input id='section-a8404b9e-1fa2-4cbe-81ce-01f7fc102634' class='xr-section-summary-in' type='checkbox' checked><label for='section-a8404b9e-1fa2-4cbe-81ce-01f7fc102634' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2016-02-29 00:00:00</div><input id='attrs-aa959925-ce0f-4cf0-b335-0f3d76371780' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aa959925-ce0f-4cf0-b335-0f3d76371780' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d231fc99-4458-4ad8-abd0-133390e3fea3' class='xr-var-data-in' type='checkbox'><label for='data-d231fc99-4458-4ad8-abd0-133390e3fea3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([array(cftime.DatetimeGregorian(2016, 2, 29, 0, 0, 0, 0), dtype=object)],\n",
" dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2324ecff-a66f-44aa-99ad-ffd4e79769c3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2324ecff-a66f-44aa-99ad-ffd4e79769c3' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (time: 1, lat: 2, lon: 2)>\n",
"array([[[-9223372036854775808, -9223372036854775808],\n",
" [-9223372036854775808, -9223372036854775808]]])\n",
"Coordinates:\n",
" * time (time) object 2016-02-29 00:00:00\n",
"Dimensions without coordinates: lat, lon"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x[1]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
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"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt, dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 4015, lat: 2, lon: 2)&gt;\n",
"array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00 ... 2020-12-31 00:00:00\n",
"Dimensions without coordinates: lat, lon</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 4015</li><li><span>lat</span>: 2</li><li><span>lon</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c6e62862-1141-47b2-af00-e321b19dd3eb' class='xr-array-in' type='checkbox' checked><label for='section-c6e62862-1141-47b2-af00-e321b19dd3eb' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 2 3 4 5 6 7 8 ... 16052 16053 16054 16055 16056 16057 16058 16059</span></div><div class='xr-array-data'><pre>array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])</pre></div></div></li><li class='xr-section-item'><input id='section-436f225f-8e54-4301-84bd-fe3e37bc959b' class='xr-section-summary-in' type='checkbox' checked><label for='section-436f225f-8e54-4301-84bd-fe3e37bc959b' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2010-01-01 00:00:00 ... 2020-12-...</div><input id='attrs-408558a8-58f8-4870-bf1a-55b5ba399304' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-408558a8-58f8-4870-bf1a-55b5ba399304' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed6e92a9-971d-42ce-a6cc-07c55993789a' class='xr-var-data-in' type='checkbox'><label for='data-ed6e92a9-971d-42ce-a6cc-07c55993789a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeGregorian(2010, 1, 1, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 2, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 3, 0, 0, 0, 0), ...,\n",
" cftime.DatetimeGregorian(2020, 12, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 30, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 31, 0, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ebe4e0ac-3b57-490f-9091-298e68fda68f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ebe4e0ac-3b57-490f-9091-298e68fda68f' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (time: 4015, lat: 2, lon: 2)>\n",
"array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00 ... 2020-12-31 00:00:00\n",
"Dimensions without coordinates: lat, lon"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"x.append(data)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
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" border-bottom: solid 1px var(--xr-border-color);\n",
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"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
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"\n",
".xr-obj-type,\n",
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" margin-left: 2px;\n",
" margin-right: 10px;\n",
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"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
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".xr-sections {\n",
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"\n",
".xr-section-item {\n",
" display: contents;\n",
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"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
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"\n",
".xr-section-inline-details {\n",
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"\n",
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".xr-section-summary-in:checked ~ .xr-section-details {\n",
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"\n",
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"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
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"\n",
".xr-preview {\n",
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"\n",
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".xr-array-in:checked ~ .xr-array-data,\n",
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" display: inline-block;\n",
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"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
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"\n",
".xr-var-item > .xr-var-name:hover span {\n",
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".xr-var-list > li:nth-child(odd) > label,\n",
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" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
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" grid-column: 2;\n",
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"\n",
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" text-align: right;\n",
" color: var(--xr-font-color2);\n",
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"\n",
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" grid-column: 4;\n",
"}\n",
"\n",
".xr-var-name,\n",
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".xr-preview,\n",
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" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
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"\n",
".xr-var-name:hover,\n",
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" z-index: 1;\n",
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"\n",
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" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
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"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
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"}\n",
"\n",
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" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt, dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 4018, lat: 2, lon: 2)&gt;\n",
"array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00 ... 2020-12-31 00:00:00\n",
"Dimensions without coordinates: lat, lon</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 4018</li><li><span>lat</span>: 2</li><li><span>lon</span>: 2</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-a380e7eb-61c4-4bd9-96e5-a39074d9abf4' class='xr-array-in' type='checkbox' checked><label for='section-a380e7eb-61c4-4bd9-96e5-a39074d9abf4' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 1 2 3 4 5 6 7 8 ... 16052 16053 16054 16055 16056 16057 16058 16059</span></div><div class='xr-array-data'><pre>array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])</pre></div></div></li><li class='xr-section-item'><input id='section-2e1ae766-2125-4dd4-adb8-ac7a27b02d95' class='xr-section-summary-in' type='checkbox' checked><label for='section-2e1ae766-2125-4dd4-adb8-ac7a27b02d95' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2010-01-01 00:00:00 ... 2020-12-...</div><input id='attrs-462b7dda-8377-4a2a-a826-b2b438e56f6f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-462b7dda-8377-4a2a-a826-b2b438e56f6f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a4884d2-0d7f-4edd-a677-dc828b0374f0' class='xr-var-data-in' type='checkbox'><label for='data-1a4884d2-0d7f-4edd-a677-dc828b0374f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeGregorian(2010, 1, 1, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 2, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2010, 1, 3, 0, 0, 0, 0), ...,\n",
" cftime.DatetimeGregorian(2020, 12, 29, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 30, 0, 0, 0, 0),\n",
" cftime.DatetimeGregorian(2020, 12, 31, 0, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8f36278e-0f88-43c8-92db-017df9b98d33' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8f36278e-0f88-43c8-92db-017df9b98d33' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (time: 4018, lat: 2, lon: 2)>\n",
"array([[[ 0, 1],\n",
" [ 2, 3]],\n",
"\n",
" [[ 4, 5],\n",
" [ 6, 7]],\n",
"\n",
" [[ 8, 9],\n",
" [ 10, 11]],\n",
"\n",
" ...,\n",
"\n",
" [[16048, 16049],\n",
" [16050, 16051]],\n",
"\n",
" [[16052, 16053],\n",
" [16054, 16055]],\n",
"\n",
" [[16056, 16057],\n",
" [16058, 16059]]])\n",
"Coordinates:\n",
" * time (time) object 2010-01-01 00:00:00 ... 2020-12-31 00:00:00\n",
"Dimensions without coordinates: lat, lon"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds=xr.concat(x, dim='time').sortby('time')\n",
"ds"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.8"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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